Algorithmic Competitor Data

Find the books Amazon treats as your real competition

The books you think you compete with are rarely the ones costing you sales. Competitor Discovery reads real Amazon keyword co-occurrence data, which books actually surface together in search results, and shows you the titles Amazon is measuring your book against when it decides how much visibility to give you.

Not your guess. The algorithm's.

Find your real competitors → Part of the Pro plan, $29/mo. Create a free account to get started.

You are probably optimising against the wrong books

Most publishers choose their competitors by instinct, the titles that look similar, share a cover style, or sit near them in the category list. Amazon does not work that way.

Amazon has already decided which books are genuinely interchangeable with yours, based on the searches you both turn up in and the buyers you both convert.

Until you can see that list, every listing decision you make is aimed at the wrong target.

What it shows you

The competition Amazon sees, not the competition you assume

Built on real co-occurrence data

The competitor list comes from which books actually appear together in Amazon search results, term after term, not from your assumptions or a category browse.

Ranked by shared keyword territory

You see up to 20 books, ordered by how much keyword ground you share, so the titles Amazon compares you to most directly sit at the top.

Sales rank beside every result

Each competitor shows its Best Seller Rank next to its shared-keyword count, so you can tell the books worth studying apart from the books you can beat at a glance.

What you get

A ranked map of your real competitive field

  • Up to 20 books Amazon algorithmically treats as your direct competition.
  • Every competitor ranked by number of shared keywords, most directly comparable first.
  • Best Seller Rank shown for each one, beside its shared-keyword count.
  • A clear read on whether Amazon understands your book, similar competitors mean a clear signal, surprising ones mean a confused one.
  • One click to Spy on Keywords, opening Book Keyword Spy with that competitor's ASIN pre-filled.
  • One click to Find Keyword Gap, comparing your book directly against theirs.
  • A shortlist of the exact titles to study next, instead of a category page full of noise.
How to read the results

Shared keywords tell you who. Sales rank tells you what to do.

Shared keywords tell you who

The shared-keyword count ranks every competitor by how directly Amazon measures you against them. The books at the top are the ones the algorithm treats as most interchangeable with yours.

A strong sales rank means learn from it

High shared keywords and a strong Best Seller Rank is a competitor to learn from. Its keyword strategy is working and Amazon is rewarding it. Run it through Book Keyword Spy and understand exactly why.

A weak sales rank means beat it

High shared keywords and a weak Best Seller Rank is a competitor to beat. It owns the right searches but is not converting them, almost always a weak listing. The territory is sitting there for a stronger listing to take.

How it works

From your ASIN to your real competitive set

1

Enter your own book's ASIN

Competitor Discovery starts from your book, so it can map the field Amazon places around it.

2

See your ranked competitors

The tool pulls competitor data from Amazon keyword co-occurrence and returns up to 20 books, ranked by shared keywords, with Best Seller Rank beside each.

3

Act on what you find

From any competitor card, jump straight into Book Keyword Spy or the Keyword Gap Finder to study the books that matter and find the keywords you are missing.

Part of your KDP research toolkit

Competitor Discovery tells you who to study. Book Keyword Spy shows you every keyword they rank for. Keyword Gap Finder shows you exactly where they beat you.

Use them together to build a listing brief grounded in real data, then take it to the Listing Optimizer.

Explore the full KDP toolkit →
About the data

Real co-occurrence data, not guesswork

Competitor Discovery is built on real Amazon keyword co-occurrence data, pulled live, the same searches your buyers are actually making, not estimates or projections.

The strategic read on each competitor draws on the same publishing and market-analysis methodology Vappingo has applied across thousands of KDP titles since 2009.

It currently covers the Amazon US marketplace.

These figures are designed for comparison and planning. They are not guarantees of ranking, sales, visibility, or future performance.

Built for authors who are asking

If you have asked any of these questions, Competitor Discovery was built for you

“Who does Amazon actually think I compete with?”
“Does the algorithm understand what my book is and who it is for?”
“Am I optimising my listing against the wrong books?”
“Which of these competitors are worth studying?”
“Which competitors can I realistically beat?”
“Where is the keyword territory nobody is converting properly?”
“Why are similar books outselling mine?”
“Which book should I reverse-engineer next?”

Instead of guessing who you compete with, see the books Amazon actually ranks you against.

Questions

Competitor Discovery FAQ

What does Competitor Discovery do?

You enter your own book's ASIN and it returns up to 20 books that Amazon's algorithm treats as your direct competition, ranked by how many keywords you share, with each one's Best Seller Rank shown beside it.

How is this different from browsing my category on Amazon?

A category page shows you what Amazon files near you. Competitor Discovery shows you what Amazon actually ranks you against, based on the searches you both appear in.

The two lists are often very different.

What does “shared keywords” mean?

The number of search terms that both your book and the competitor currently rank for. The more you share, the more directly Amazon measures the two of you against each other.

Why does sales rank matter here?

It separates competitors to learn from, which rank well and sell well, from competitors to beat, which rank on the right terms but sell poorly, usually because of a weak listing you can exploit.

How many competitors does it return?

Up to 20 books, ranked by shared keywords, so the titles Amazon compares you to most directly appear at the top of the list.

Do I enter my own ASIN or a competitor's?

Your own. Competitor Discovery starts from your book and maps the competitive field around it.

Which marketplace does it cover?

Competitor Discovery currently covers the Amazon US marketplace.

Is this included in the free plan?

Competitor Discovery is a Pro feature at $29 per month. You can create a free account first and upgrade when you are ready.

How does it connect to the other tools?

Every competitor card links straight to Book Keyword Spy and the Keyword Gap Finder, so you can move from discovery to action in one click.

How current is the data?

It is pulled live each time you run the tool, so it reflects the current state of the marketplace rather than a cached snapshot.

Stop guessing who you compete with

Find the books Amazon actually ranks you against, then go and beat them.

Find your real competitors → Part of the Pro plan, $29/mo. Create a free account to get started.